What if your business had its own AI department — scaling revenue without adding headcount?
We embed senior AI engineers inside your operation and ship production AI systems that eliminate your biggest bottlenecks. Every month. Guaranteed.
20–30 minutes. With the founders. A working diagnostic — not a pitch.
Plaiground is your AI department — embedded inside your operation, shipping production AI every month. Guaranteed.
We embed senior AI engineers directly into your business — inside your Slack, your tools, your workflows — and we ship one production AI system every month that eliminates your biggest operational bottleneck. Guaranteed in 30 days. Or we keep working until it ships, at our expense.
We don't just build software. We embed senior AI engineers into your team to multiply your output.
We don't hand you a tool and walk away. We become your AI department.
Embed with your team
We're not on the outside looking in. We get on calls with your ops managers, your sales team, your finance lead. We learn how your business runs before we build a single thing. That's how we build AI that fits your reality, not a demo version of it.
Work with what you have
No ripping out your systems. No forcing new platforms. We build AI that integrates directly into the tools you're already running — your CRM, your ERP, your project management, your communication stack. We build on top of it.
Ensure actual adoption
Building the system is half the job. The other half is making sure it sticks. We build onboarding, training, and adoption tracking directly into every deployment. We don't move on until your team is using it every day.
Every company must become an AI company,— Jensen Huang, CEO of NVIDIA
or they will be disrupted
You don't need to hire to scale. You need to embed AI.
The hustle that got you here is now what's limiting you. Every new role eats your margin. Every tool you bolt on creates another bottleneck. You're growing — and working harder for less.
You don't need more people. You need leverage.
We embed senior engineers in your business and ship one production AI system every month — inside your tools, on top of your workflows, owned by you. Same team. 2–3x the output.
So we become that department for you.
This is what changes when your AI department ships its first system.
These are production systems — integrated with your actual infrastructure, used by your actual team, measurable ROI in 30–45 days.
Get My AI PlanGet My AI Plan"You're doing $2M a year and you still can't take a week off without your phone blowing up."
You land. Phone's off. Nothing broke.
"You hired smart people. Now you watch them spend half their day on work a computer should be doing."
They're doing the work you hired them for. Finally.
"You're growing. Somehow your margins are getting worse."
Revenue goes up. Headcount stays flat. That's what winning looks like.
You've already tried to fix this. Here's why it didn't work — and what actually does.
ChatGPT and Zapier — worked in isolation, broke on real data, died quietly.
Freelancer — built something, didn't understand your ERP, disappeared. System half-worked for three months.
Consultant — six months, six figures, 40-page deck. Sits in a folder. Nothing shipped.
Full-time hire — $180K–$250K fully loaded, six months to ramp, another six to actually understand your business.
The old model is dead. To dominate your market, you must operate as an AI-first business. We don't just hand you software — we embed a complete AI engineering department directly into your company.
We build custom, production-ready systems on top of your existing workflows to multiply your output without adding headcount.
That's what an AI department is. That's what Plaiground delivers.
One new AI system live in your business every single month.
Identify
We map your operation with your stakeholders and ops team — finding the workflows costing the most. Unbilled revenue, manual coordination, slow proposals, exception handling. Ranked by financial impact. Highest ROI goes first.
Embed
Our engineers move into your business. Your Slack. Your standups. Your actual tools. We shadow the people doing the real work — not leadership's version of it. Every edge case mapped.
Build & Ship
We build integrated with your existing infrastructure. No rip-and-replace. Tested in production with your real team and real data. If they don't use it, it doesn't count. We iterate until they do.
Adopt & Compound
We don't deploy and disappear. We sit with your team through rollout — training, documentation, live support — until the system is a normal part of how your business operates. Then we find the next bottleneck and do it again.
We build AI that your team actually uses.
Here are the most in-demand systems we deploy.
Get My AI PlanGet My AI Plan- Proposal and RFP generators — full, formatted proposals in under 60 seconds
- Lead qualification and booking agents — AI screens inbound, books meetings, updates CRM
- Pipeline visibility — real-time tracking of deals, delays, and conversion gaps
- Quote-to-close acceleration — automated follow-up, contract generation, e-sign
- Order monitoring and exception management — flags problems before they escalate
- Client delivery platforms — approvals, feedback, and project tracking without email
- Vendor and supplier coordination — automated status updates and delay alerts
- Capacity and scheduling intelligence — real-time visibility across jobs and teams
- Invoice automation — generated same day work completes, matched to contracts
- Cash collection agents — automated follow-up on outstanding invoices
- Job costing and margin tracking — real-time variance detection before jobs close
- Profitability dashboards — AI-generated executive reporting, weekly
- Content research and ideation agents — trends, competitors, briefs in minutes not hours
- Ad creative generation — AI-produced video and static ad variants at scale
- Social scheduling and publishing — automated creation and posting pipeline
- Lead nurturing sequences — personalised follow-up triggered by behaviour
Every other option costs more,
takes longer, or leaves
you with the risk.
AI agencies build tools you have to adopt. Freelancers build code that lives outside your workflow. New hires spend a year understanding your business. DIY dies in backlogs.
| Feature | Plaiground | AI Agency | Freelancer | New Hire | DIY |
|---|---|---|---|---|---|
| Time to Production | 30 days guaranteed | 3–6 months (maybe) | 2–4 months | 6–12 months post-hire | 12–18 months (if ever) |
| Works In Your Systems | Embedded directly | Bolt-on tools | Depends | Learning curve | Competes with backlog |
| Handles Edge Cases | Built into scope | "Out of scope" | Extra charges | If they have time | Eventually |
| You Own Everything | 100% code + IP | Licensed platform | If contracted | Yes | Yes |
| Adoption Guaranteed | We iterate until used | Your problem | Your problem | Your problem | Your problem |
| First Year Cost | $120K–$240K | $150K–$300K+ | $80K–$150K | $180K–$250K loaded | $200K–$400K opp cost |
| Risk If It Fails | $0 — guaranteed | Lost investment | Lost investment | Severance + restart | Sunk cost + morale |
Plaiground embeds your AI department inside your operation — builds inside your tools, your data, your actual workflows — and ships production systems your team uses every day.
An elite AI department, deployed immediately.
Most clients expand scope after month one. Once the first system is live, the next bottleneck becomes obvious.
- 2–4 senior AI engineers embedded in your operation
- One production AI system shipped per month
- Full integration with your existing infrastructure
- Weekly progress calls with Denis and Lucas directly
- Monthly executive ROI reporting
- Ongoing optimization every month
An elite AI department, deployed immediately.
Most clients expand scope after month one. Once the first system is live, the next bottleneck becomes obvious.
- 2–4 senior AI engineers embedded in your operation
- One production AI system shipped per month
- Full integration with your existing infrastructure
- Weekly progress calls with Denis and Lucas directly
- Monthly executive ROI reporting
- Ongoing optimization every month
Four guarantees that no agency,
consultant, or new hire will ever match.
30-Day Production Guarantee
Working AI system in production in 30 days. If we miss, we work at our expense until we hit it. No exceptions.
Adoption Guarantee
If your team doesn't use it, it doesn't count as delivered. We iterate at no cost until adoption is real.
100% Ownership Guarantee
Every line of code. Every model. All infrastructure. All IP. Yours. No licensing fees. No lock-in. Ever.
Integration Guarantee
Your systems — however old or messy — will integrate. If we hit a wall, we rebuild at our expense.
We only partner with 3–4 companies per quarter.
Applications are reviewed by Denis and Lucas personally.
Get My AI PlanGet My AI PlanThis is built for founders who are done experimenting and ready to deploy.
For you if
- You're running a $1M–$10M operation and your systems can't keep pace with your market
- You know AI could transform your operations — but have nobody who can actually build it
- You've tried agencies, freelancers, or internal builds and nothing has stuck
- You want measurable ROI against your P&L — not a strategy deck
- You're ready to move fast, give access, and make decisions
Not for you if
- You want AI strategy, frameworks, or slide decks
- You need 6 months of internal consensus before anything moves
- You're not willing to give engineers access to your systems and data
Real businesses. Real results
Careverse
AI-powered care access platform
The problem:
Care is fragmented. People struggle to find, evaluate, and book the right provider, while care professionals rely on disconnected tools to build visibility, manage enquiries, and run their practice. At the same time, Careverse needed a credible product and brand system to support an active investor raise.
What we built:
We are designing and building Careverse as a two-sided AI platform for care access. Providers can launch their online presence, manage bookings, clients, and messages in one workspace, and operate it through voice or chat. People can explain what they need, discover relevant care, and move directly toward booking.
Meet your world-class AI department.
Former enterprise systems architect. Built production AI before most knew what an LLM was. Specialty: the integrations every other engineer calls "out of scope."
Launched and scaled over 100 digital products. Finds the revenue leaks and identifies the highest-ROI systems to build first.
Ran operations at agencies with 100+ employees. Goes deep into your business to map and build flawless operational systems.
Former tech lead at major enterprise companies. Builds the scalable, bulletproof infrastructure that powers your AI.
Takes complex technical builds and turns them into beautiful, intuitive dashboards your team actually wants to use.
Do we need an internal AI team to work with you?
No. We function as your complete AI department. You bring domain expertise and context. We handle strategy, architecture, development, integration, deployment, and optimization — end to end.
How long until we see ROI?
Operational automation: 30–45 days. Revenue-impact systems — quoting, billing, analytics — typically show measurable impact within 60–90 days. We define the ROI target on day one and track it every month.
Our systems are old and complicated. Can you still work with us?
That's our specialty. We've integrated AI with systems from 2003, fully custom internal databases, legacy on-premise infrastructure, and tech stacks most engineers won't touch. System complexity is our competitive advantage — not a blocker.
What if the AI doesn't perform as projected?
30-day production guarantee — if we don't ship in 30 days, we work at our expense until we do. If your team doesn't use it, we iterate at no additional cost until they do. You don't pay for something that doesn't work.
What if we want to pause or stop?
No long-term contracts. Monthly engagement. Cancel anytime. You own everything we've built — zero switching cost and zero vendor dependency.
What makes you different from an AI consultancy or dev shop?
Consultancies deliver strategy. Dev shops deliver code. We embed inside your operation, build on your actual data and workflows, guarantee adoption, and measure ROI against your P&L every month. If it doesn't ship and get used, it doesn't count.
Can you integrate with our specific systems?
Almost certainly yes. We've built integrations for SAP, Oracle, Microsoft Dynamics, Salesforce, NetSuite, custom APIs, and legacy on-premise databases. If it has data, we can build AI on it.
How secure is our data?
Enterprise-grade security. End-to-end encryption. SOC 2 compliance support. Full NDAs before any access. We can work entirely within your existing security perimeter.